Monitoring the Foliar Nutrients Status of Mango Using Spectroscopy-Based Spectral Indices and PLSR-Combined Machine Learning Models

Estimation of leaf nutrition status in degraded vegetation based on field survey and hyperspectral data

(2020) Yu Peng et al.   Scientific Reports

A Machine Learning Framework to Predict Nutrient Content in Valencia-Orange Leaf Hyperspectral Measurements

(2020) Lucas Prado Osco et al.   Remote Sensing

Crop nitrogen monitoring: Recent progress and principal developments in the context of imaging spectroscopy missions

(2020) Katja Berger et al.   REMOTE SENSING OF ENVIRONMENT

Hyperspectral Analysis of Leaf Pigments and Nutritional Elements in Tallgrass Prairie Vegetation

(2019) Bohua Ling et al.   Frontiers in Plant Science

Predicting Rice Grain Yield Based on Dynamic Changes in Vegetation Indexes during Early to Mid-Growth Stages

(2019) Ke Zhang et al.   Remote Sensing

Remote Sensing Approaches for Monitoring Mangrove Species, Structure, and Biomass: Opportunities and Challenges

(2019) Tien Pham et al.   Remote Sensing

Comparative analysis of index and chemometric techniques-based assessment of leaf area index (LAI) in wheat through field spectroradiometer, Landsat-8, Sentinel-2 and Hyperion bands

(2019) Bappa Das et al.   Geocarto International

Early Visual Detection of Wheat Stripe Rust Using Visible/Near-Infrared Hyperspectral Imaging

(2019) Zhifeng Yao et al.   SENSORS

Spectral Data Collection by Dual Field-Of-View System Under Changing Atmospheric Conditions—A Case Study of Estimating Early Season Soybean Populations

(2019) Ittai Herrmann et al.   SENSORS

Assessment of maize yield and phenology by drone-mounted superspectral camera

(2019) Ittai Herrmann et al.   PRECISION AGRICULTURE

Estimation and mapping of nitrogen content in apple trees at leaf and canopy levels using hyperspectral imaging

(2019) Xujun Ye et al.   PRECISION AGRICULTURE

Monitoring leaf potassium content using hyperspectral vegetation indices in rice leaves

(2019) Jingshan Lu et al.   PRECISION AGRICULTURE

A New Integrated Vegetation Index for the Estimation of Winter Wheat Leaf Chlorophyll Content

(2019) Cui et al.   Remote Sensing

Individual Tree-Crown Detection in RGB Imagery Using Semi-Supervised Deep Learning Neural Networks

(2019) Ben G. Weinstein et al.   Remote Sensing

Multitemporal Chlorophyll Mapping in Pome Fruit Orchards from Remotely Piloted Aircraft Systems

(2019) Yasmin Vanbrabant et al.   Remote Sensing

UAV-Based Remote Sensing Technique to Detect Citrus Canker Disease Utilizing Hyperspectral Imaging and Machine Learning

(2019) Jaafar Abdulridha et al.   Remote Sensing

Evaluation of Leaf N Concentration in Winter Wheat Based on Discrete Wavelet Transform Analysis

(2019) Fenling Li et al.   Remote Sensing

Crop yield prediction with deep convolutional neural networks

(2019) Petteri Nevavuori et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Prediction of macronutrients in plant leaves using chemometric analysis and wavelength selection

(2019) Mohammad Malmir et al.   JOURNAL OF SOILS AND SEDIMENTS

Investigating potato late blight physiological differences across potato cultivars with spectroscopy and machine learning

(2019) Kaitlin M. Gold et al.   PLANT SCIENCE

High resolution wheat yield mapping using Sentinel-2

(2019) Merryn L. Hunt et al.   REMOTE SENSING OF ENVIRONMENT

Emissivity of agricultural soil attributes in southeastern Brazil via terrestrial and satellite sensors

(2019) Diego F.U. Salazar et al.   GEODERMA

A convolutional neural network approach for counting and geolocating citrus-trees in UAV multispectral imagery

(2019) Lucas Prado Osco et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Spectroscopy based novel spectral indices, PCA- and PLSR-coupled machine learning models for salinity stress phenotyping of rice

(2019) Bappa Das et al.   SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY

Mapping spatial variability of foliar nitrogen in coffee ( Coffea arabica L.) plantations with multispectral Sentinel-2 MSI data

(2018) Abel Chemura et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Quantifying Vegetation Biophysical Variables from Imaging Spectroscopy Data: A Review on Retrieval Methods

(2018) Jochem Verrelst et al.   SURVEYS IN GEOPHYSICS

Leaf and Canopy Level Detection of Fusarium Virguliforme (Sudden Death Syndrome) in Soybean

(2018) Ittai Herrmann et al.   Remote Sensing

Modelling Water Stress in a Shiraz Vineyard Using Hyperspectral Imaging and Machine Learning

(2018) Kyle Loggenberg et al.   Remote Sensing

Analysis of Airborne Optical and Thermal Imagery for Detection of Water Stress Symptoms

(2018) Max Gerhards et al.   Remote Sensing

Estimations of Nitrogen Concentration in Sugarcane Using Hyperspectral Imagery

(2018) Poonsak Miphokasap et al.   Sustainability

Evaluation of multiple linear, neural network and penalised regression models for prediction of rice yield based on weather parameters for west coast of India

(2018) Bappa Das et al.   INTERNATIONAL JOURNAL OF BIOMETEOROLOGY

Predicting oil palm leaf nutrient contents in kalimantan, indonesia by measuring reflectance with a spectroradiometer

(2018) Heri Santoso et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Monitoring ratio of carbon to nitrogen (C/N) in wheat and barley leaves by using spectral slope features with branch-and-bound algorithm

(2018) Xingang Xu et al.   Scientific Reports

Estimating leaf chlorophyll content in tobacco based on various canopy hyperspectral parameters

(2018) Ting Guo et al.   Journal of Ambient Intelligence and Humanized Computing

A robust method to estimate foliar phosphorus of rubber trees with hyperspectral reflectance

(2018) Peng-Tao Guo et al.   INDUSTRIAL CROPS AND PRODUCTS

Estimating Plant Macronutrients Using VNIR Spectroradiometry

(2018) Balamurugan Mani et al.   POLISH JOURNAL OF ENVIRONMENTAL STUDIES

A Comparative Assessment of Different Modeling Algorithms for Estimating Leaf Nitrogen Content in Winter Wheat Using Multispectral Images from an Unmanned Aerial Vehicle

(2018) Hengbiao Zheng et al.   Remote Sensing

Exploring the use of vegetation indices to sense canopy nitrogen to phosphorous ratio in grasses

(2018) Yasmina Loozen et al.   International Journal of Applied Earth Observation and Geoinformation

Comparison of various modelling approaches for water deficit stress monitoring in rice crop through hyperspectral remote sensing

(2018) Gopal Krishna et al.   AGRICULTURAL WATER MANAGEMENT

Comprehensive survey of deep learning in remote sensing: theories, tools, and challenges for the community

(2017) John E. Ball et al.   Journal of Applied Remote Sensing

Limited Effects of Water Absorption on Reducing the Accuracy of Leaf Nitrogen Estimation

(2017) Blowman Wang et al.   Remote Sensing

High Throughput In vivo Analysis of Plant Leaf Chemical Properties Using Hyperspectral Imaging

(2017) Piyush Pandey et al.   Frontiers in Plant Science

Mapping of macro and micro nutrients of mixed pastures using airborne AisaFENIX hyperspectral imagery

(2016) R.R. Pullanagari et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Comparison of Four Chemometric Techniques for Estimating Leaf Nitrogen Concentrations in Winter Wheat (Triticum Aestivum) Based on Hyperspectral Features

(2016) Zh. Li et al.   Journal of Applied Spectroscopy

Separability of coffee leaf rust infection levels with machine learning methods at Sentinel-2 MSI spectral resolutions

(2016) Abel Chemura et al.   PRECISION AGRICULTURE

Monitoring nitrogen, phosphorus and sulphur in hybrid rice (Oryza sativa L.) using hyperspectral remote sensing

(2016) G. R. Mahajan et al.   PRECISION AGRICULTURE

Machine Learning for High-Throughput Stress Phenotyping in Plants

(2016) Arti Singh et al.   TRENDS IN PLANT SCIENCE

Application of a partial least-squares regression model to retrieve chlorophyll-a concentrations in coastal waters using hyper-spectral data

(2016) Kimberly Ryan et al.   Ocean Science Journal

Estimating leaf nitrogen concentration in heterogeneous crop plants from hyperspectral reflectance

(2015) Tiezhu Shi et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Estimate Leaf Chlorophyll of Rice Using Reflectance Indices and Partial Least Squares

(2015) Kang Yu et al.   Photogrammetrie Fernerkundung Geoinformation

Evaluating Different Methods for Grass Nutrient Estimation from Canopy Hyperspectral Reflectance

(2015) Junjie Wang et al.   Remote Sensing

Building Predictive Models inRUsing thecaretPackage

(2015) Max Kuhn   Journal of Statistical Software

Hyperspectral and Thermal Imaging of Oilseed Rape (Brassica napus) Response to Fungal Species of the Genus Alternaria

(2015) Piotr Baranowski et al.   PLoS One

Using hyperspectral remote sensing techniques to monitor nitrogen, phosphorus, sulphur and potassium in wheat (Triticum aestivum L.)

(2014) G. R. Mahajan et al.   PRECISION AGRICULTURE

Monitoring cotton (Gossypium hirsutum L.) leaf ion content and leaf water content in saline soil with hyperspectral reflectance

(2014) Lei Zhang et al.   European Journal of Remote Sensing

Detecting macronutrients content and distribution in oilseed rape leaves based on hyperspectral imaging

(2013) Xiaolei Zhang et al.   BIOSYSTEMS ENGINEERING

Laboratory assessment of three quantitative methods for estimating the organic matter content of soils in China based on visible/near-infrared reflectance spectra

(2013) Yongchao Tian et al.   GEODERMA

Understanding the optical responses of leaf nitrogen in Mediterranean Holm oak (Quercus ilex) using field spectroscopy

(2013) Javier Pacheco-Labrador et al.   International Journal of Applied Earth Observation and Geoinformation

Topdressing nitrogen recommendation for early rice with an active sensor in south China

(2013) Lihong Xue et al.   PRECISION AGRICULTURE

Identification of Water Stress in Citrus Leaves Using Sensing Technologies

(2013) Kaitlin Johnson et al.   Agronomy-Basel

Regional estimation of savanna grass nitrogen using the red-edge band of the spaceborne RapidEye sensor

(2012) A. Ramoelo et al.   International Journal of Applied Earth Observation and Geoinformation

Hyperspectral analysis of mangrove foliar chemistry using PLSR and support vector regression

(2012) Christoffer Axelsson et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Seasonal prediction of in situ pasture macronutrients in New Zealand pastoral systems using hyperspectral data

(2012) I.D. Sanches et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Exploring remotely sensed technologies for monitoring wheat potassium and phosphorus using field spectroscopy

(2011) Agustin Pimstein et al.   FIELD CROPS RESEARCH

Potential for spectral indices to remotely sense phosphorus and potassium content of legume-based pasture as a means of assessing soil phosphorus and potassium fertility status

(2011) K. Kawamura et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Water-removed spectra increase the retrieval accuracy when estimating savanna grass nitrogen and phosphorus concentrations

(2011) Abel Ramoelo et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Dry season mapping of savanna forage quality, using the hyperspectral Carnegie Airborne Observatory sensor

(2011) Nichola M. Knox et al.   REMOTE SENSING OF ENVIRONMENT

Nondestructive determination of nutritional information in oilseed rape leaves using visible/near infrared spectroscopy and multivariate calibrations

(2011) Fei Liu et al.   Science China-Information Sciences

Estimation of plant nutritional status by Vis–NIR spectrophotometric analysis on orange leaves [Citrus sinensis (L) Osbeck cv Tarocco]

(2010) P. Menesatti et al.   BIOSYSTEMS ENGINEERING

Comparison among principal component, partial least squares and back propagation neural network analyses for accuracy of measurement of selected soil properties with visible and near infrared spectroscopy

(2010) A.M. Mouazen et al.   GEODERMA

Using data mining to model and interpret soil diffuse reflectance spectra

(2010) R.A. Viscarra Rossel et al.   GEODERMA

SWIR-based spectral indices for assessing nitrogen content in potato fields

(2010) I. Herrmann et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Food Security: The Challenge of Feeding 9 Billion People

(2010) H. C. J. Godfray et al.   SCIENCE

Estimation of sugarcane leaf nitrogen concentration using in situ spectroscopy

(2009) Elfatih M. Abdel-Rahman et al.   International Journal of Applied Earth Observation and Geoinformation

Comparison of multivariate methods for inferential modeling of soil carbon using visible/near-infrared spectra

(2008) G.M. Vasques et al.   GEODERMA

LAI and chlorophyll estimation for a heterogeneous grassland using hyperspectral measurements

(2008) Roshanak Darvishzadeh et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

PROSPECT-4 and 5: Advances in the leaf optical properties model separating photosynthetic pigments

(2008) Jean-Baptiste Feret et al.   REMOTE SENSING OF ENVIRONMENT